Agent skill

Bioconductor Deconvr

by bioMate-AI in bioMate-AI/biomate-bioconductor-kb

This package provides a collection of functions designed for analyzing deconvolution of the bulk sample(s) using an atlas of reference omic signature profiles and a user-selected model.

Custom licenceAuto-check passedResearch & Science

Install Bioconductor Deconvr

skills CLI
$ npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-deconvr -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install bioMate-AI/biomate-bioconductor-kb bioconductor-deconvr --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/bioMate-AI/biomate-bioconductor-kb.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/transcriptomics/deconvr .claude/skills/bioconductor-deconvr && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
bioconductor-deconvr
GitHub stars
804
Token cost
~1.5k tokens
SKILL.md length
458 words
Files
1
Skills in repo
112
Repo updated
First seen
Licence
Custom licence

At a glance

This package provides a collection of functions designed for analyzing deconvolution of the bulk sample(s) using an atlas of reference omic signature profiles and a user-selected model.

  • Tasks that involve Bioinformatics
  • SKILL.md covers Workflows, When to Use, When NOT to Use and Data Requirements, plus 6 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Bioconductor Deconvr is an agent skill from bioMate-AI/biomate-bioconductor-kb. This package provides a collection of functions designed for analyzing deconvolution of the bulk sample(s) using an atlas of reference omic signature profiles and a user-selected model. Users are given the option to create or extend a reference atlas and,also simulate the desired size of the bulk signature profile of the reference cell types.The package includes the cell-type-specific methylation atlas and, Illumina Epic B5 probe ids that can be used in deconvolution. Additionally,we included BS

Its SKILL.md is about 1.5k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Research & Science, covering Bioinformatics. The repository describes itself as: BioMate-KB Bioconductor Skills — 200 packages (top 100 by downloads + 100 rising stars) as vignette-grounded Claude/agent skills, with per-package workflow recipes.

When your agent uses it

  • Tasks that involve Bioinformatics

Example prompts

  • “/bioconductor-deconvr”

What it can do on your machine

Read from SKILL.md and the folder at commit c9bd4d8. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are r).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    Links to these hosts (documentation or services it may open):

    • bioconductor.org

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Bioconductor Deconvr loads about 1.5k tokens when it runs. Until then it costs about 130 tokens; SKILL.md has 458 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~130
When it runs · the whole SKILL.md, loaded when a task matches
~1.5k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 458 words (~1,508 tokens).

“Map WGBS methylation data to Illumina probe IDs and predict cell-type proportions using a reference atlas.”

— opening of SKILL.md by bioMate-AI, Custom licence
name
bioconductor-deconvr
when_to_use
Use when: This package provides a collection of functions designed for analyzing deconvolution of the bulk sample(s) using an atla; output.lines=10 using…
user-invocable
false

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/transcriptomics/deconvr of bioMate-AI/biomate-bioconductor-kb.

Open the folder on GitHubat commit c9bd4d8

Compare with similar skills

Bioconductor Deconvr next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Bioconductor Deconvr compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Bioconductor Deconvr this skillbioMate-AI/biomate-bioconductor-kb804—~1.5kAutomated safety check: PassCustom licence
Alphagenome Single Variant Analysisgoogle-deepmind/science-skills3.2k2 repos~3kAutomated safety check: NotesApache-2.0
13C Metabolic Flux AnalysisK-Dense-AI/scientific-agent-skills48k1 repos~3.2kAutomated safety check: PassMIT
Clinvar Databasegoogle-deepmind/science-skills3.2k2 repos~3.9kAutomated safety check: NotesApache-2.0
Metabolic Study Planneraiming-lab/AutoResearchClaw15k—~1.9kAutomated safety check: PassMIT
Dbsnp Databasegoogle-deepmind/science-skills3.2k2 repos~3.4kAutomated safety check: NotesApache-2.0

Similar skills

  • Alphagenome Single Variant Analysis

    google-deepmind/science-skills

    Analyzes genetic variant effects on gene expression (RNA-seq), chromatin accessibility (DNASE), histone marks (ChIP), and transcription factors using the AlphaGenome API.

    3.2k GitHub starsUsed in 2 repos~3k tokens
    Research & ScienceAuto-check: notes
  • 13C Metabolic Flux Analysis

    K-Dense-AI/scientific-agent-skills

    Estimates reaction fluxes inside cells from steady-state carbon-13 labeling data with a bundled mfapy-based solver, and reports which fluxes the data pin down.

    48k GitHub starsUsed in 1 repo~3.2k tokens
    Research & ScienceAuto-check passed
  • Clinvar Database

    google-deepmind/science-skills

    A skill your agent uses when needing clinical significance, pathogenicity classifications (e.g., Pathogenic, Benign, VUS), clinical evidence rationales, or finding "hard positive" benchmark controls…

    3.2k GitHub starsUsed in 2 repos~3.9k tokens
    Research & ScienceAuto-check: notes
  • Metabolic Study Planner

    aiming-lab/AutoResearchClaw

    Turns a broad metabolic modelling topic into a concrete, paper-shaped plan with organism, model, perturbations, metrics and figures before any FBA code is written.

    15k GitHub stars~1.9k tokensUpdated 1 mo ago
    Research & ScienceAuto-check passed
  • Dbsnp Database

    google-deepmind/science-skills

    A skill your agent uses when you want to look up, map, and search for short genetic variants (SNPs, indels) in NCBI's dbSNP database.

    3.2k GitHub starsUsed in 2 repos~3.4k tokens
    Research & ScienceAuto-check: notes
  • MFA Pipeline Orchestrator

    aiming-lab/AutoResearchClaw

    Runs a metabolic flux analysis from model loading to phenotype prediction and figures by handing work to four sub-agents in sequence.

    15k GitHub stars~923 tokensUpdated 1 mo ago
    Research & ScienceAuto-check passed

More from bioMate-AI/biomate-bioconductor-kb

All 112 skills in this repo
  • Bioconductor Annotationhub

    bioMate-AI/biomate-bioconductor-kb

    This package provides a client for the Bioconductor AnnotationHub web resource.

    804 GitHub stars~2.9k tokensUpdated 3 mo ago
    Auto-check passed
  • Bioconductor Asurat

    bioMate-AI/biomate-bioconductor-kb

    ASURAT is a software for single-cell data analysis. An agent skill from bioMate-AI/biomate-bioconductor-kb.

    804 GitHub stars~1.4k tokensUpdated 3 mo ago
    Auto-check passed
  • Bioconductor Awst

    bioMate-AI/biomate-bioconductor-kb

    We propose an Asymmetric Within-Sample Transformation (AWST) to regularize RNA-seq read counts and reduce the effect of noise on the classification of samples.

    804 GitHub stars~1.1k tokensUpdated 3 mo ago
    Auto-check passed
  • Bioconductor Bandle

    bioMate-AI/biomate-bioconductor-kb

    The Bandle package enables the analysis and visualisation of differential localisation experiments using mass-spectrometry data.

    804 GitHub stars~1.3k tokensUpdated 3 mo ago
    Auto-check passed
  • Bioconductor Batchelor

    bioMate-AI/biomate-bioconductor-kb

    Implements a variety of methods for batch correction of single-cell (RNA sequencing) data.

    804 GitHub stars~4.3k tokensUpdated 3 mo ago
    Auto-check passed
  • Bioconductor Beer

    bioMate-AI/biomate-bioconductor-kb

    BEER implements a Bayesian model for analyzing phage-immunoprecipitation sequencing (PhIP-seq) data.

    804 GitHub stars~1.3k tokensUpdated 3 mo ago
    Auto-check passed

Questions about Bioconductor Deconvr

What does Bioconductor Deconvr do?

This package provides a collection of functions designed for analyzing deconvolution of the bulk sample(s) using an atlas of reference omic signature profiles and a user-selected model. Bioconductor Deconvr is an agent skill from bioMate-AI/biomate-bioconductor-kb. This package provides a collection of functions designed for analyzing deconvolution of the bulk sample(s) using an atlas of reference omic signature profiles and a user-selected model.

When should I use Bioconductor Deconvr?

Bioconductor Deconvr fits situations like: tasks that involve Bioinformatics.

How do I install Bioconductor Deconvr in Claude Code?

Run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-deconvr -a claude-code`. Or copy the skill folder (skills/transcriptomics/deconvr in bioMate-AI/biomate-bioconductor-kb) into .claude/skills/bioconductor-deconvr in your project. Claude Code loads it when a task matches its description.

How do I install Bioconductor Deconvr in Codex?

Run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-deconvr -a codex`. Or copy the skill folder (skills/transcriptomics/deconvr in bioMate-AI/biomate-bioconductor-kb) into .agents/skills/bioconductor-deconvr in your project. Codex loads it when a task matches its description.

Can I use Bioconductor Deconvr in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add bioMate-AI/biomate-bioconductor-kb --skill bioconductor-deconvr -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/bioconductor-deconvr, .gemini/skills/bioconductor-deconvr, .github/skills/bioconductor-deconvr and .opencode/skills/bioconductor-deconvr in your project.

What does Bioconductor Deconvr need to run?

SKILL.md names no scripts, command-line tools or credentials: Bioconductor Deconvr is instructions for the agent only.

Does Bioconductor Deconvr access the network?

SKILL.md names 1 domain. As links in the text: bioconductor.org. This is read from the text; nothing was executed.

Is Bioconductor Deconvr safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Bioconductor Deconvr use?

Bioconductor Deconvr has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.

How many tokens does Bioconductor Deconvr use?

About 1.5k tokens (SKILL.md is roughly 6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Bioconductor Deconvr?

Skills that share tags, products or a category with Bioconductor Deconvr: Alphagenome Single Variant Analysis (google-deepmind/science-skills, 3.2k stars), 13C Metabolic Flux Analysis (K-Dense-AI/scientific-agent-skills, 48k stars), Clinvar Database (google-deepmind/science-skills, 3.2k stars) and Metabolic Study Planner (aiming-lab/AutoResearchClaw, 15k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Bioconductor Deconvr?

bioMate-AI (a GitHub organization) maintains it in bioMate-AI/biomate-bioconductor-kb, which has 804 GitHub stars. The repository holds 112 skills in this directory. The repository was last updated on June 20, 2026.

Source: bioMate-AI/biomate-bioconductor-kb on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.